Rows: 1,460
Columns: 69
$ id <fct> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,…
$ ms_sub_class <fct> 60, 20, 60, 70, 60, 50, 20, 60, 50, 190, 20, 60, 20, 2…
$ ms_zoning <fct> RL, RL, RL, RL, RL, RL, RL, RL, RM, RL, RL, RL, RL, RL…
$ lot_frontage <dbl> 65, 80, 68, 60, 84, 85, 75, NA, 51, 50, 70, 85, NA, 91…
$ lot_area <dbl> 8450, 9600, 11250, 9550, 14260, 14115, 10084, 10382, 6…
$ lot_shape <fct> Reg, Reg, IR1, IR1, IR1, IR1, Reg, IR1, Reg, Reg, Reg,…
$ land_contour <fct> Lvl, Lvl, Lvl, Lvl, Lvl, Lvl, Lvl, Lvl, Lvl, Lvl, Lvl,…
$ lot_config <fct> Inside, FR2, Inside, Corner, FR2, Inside, Inside, Corn…
$ neighborhood <fct> CollgCr, Veenker, CollgCr, Crawfor, NoRidge, Mitchel, …
$ condition1 <fct> Norm, Feedr, Norm, Norm, Norm, Norm, Norm, PosN, Arter…
$ condition2 <fct> Norm, Norm, Norm, Norm, Norm, Norm, Norm, Norm, Norm, …
$ bldg_type <fct> 1Fam, 1Fam, 1Fam, 1Fam, 1Fam, 1Fam, 1Fam, 1Fam, 1Fam, …
$ house_style <fct> 2Story, 1Story, 2Story, 2Story, 2Story, 1.5Fin, 1Story…
$ overall_qual <dbl> 7, 6, 7, 7, 8, 5, 8, 7, 7, 5, 5, 9, 5, 7, 6, 7, 6, 4, …
$ overall_cond <dbl> 5, 8, 5, 5, 5, 5, 5, 6, 5, 6, 5, 5, 6, 5, 5, 8, 7, 5, …
$ year_built <dbl> 2003, 1976, 2001, 1915, 2000, 1993, 2004, 1973, 1931, …
$ year_remod_add <dbl> 2003, 1976, 2002, 1970, 2000, 1995, 2005, 1973, 1950, …
$ roof_style <fct> Gable, Gable, Gable, Gable, Gable, Gable, Gable, Gable…
$ exterior1st <fct> VinylSd, MetalSd, VinylSd, Wd Sdng, VinylSd, VinylSd, …
$ exterior2nd <fct> VinylSd, MetalSd, VinylSd, Wd Shng, VinylSd, VinylSd, …
$ mas_vnr_type <fct> BrkFace, None, BrkFace, None, BrkFace, None, Stone, St…
$ mas_vnr_area <dbl> 196, 0, 162, 0, 350, 0, 186, 240, 0, 0, 0, 286, 0, 306…
$ exter_qual <fct> Gd, TA, Gd, TA, Gd, TA, Gd, TA, TA, TA, TA, Ex, TA, Gd…
$ exter_cond <fct> TA, TA, TA, TA, TA, TA, TA, TA, TA, TA, TA, TA, TA, TA…
$ foundation <fct> PConc, CBlock, PConc, BrkTil, PConc, Wood, PConc, CBlo…
$ bsmt_qual <fct> Gd, Gd, Gd, TA, Gd, Gd, Ex, Gd, TA, TA, TA, Ex, TA, Gd…
$ bsmt_cond <fct> TA, TA, TA, Gd, TA, TA, TA, TA, TA, TA, TA, TA, TA, TA…
$ bsmt_exposure <fct> No, Gd, Mn, No, Av, No, Av, Mn, No, No, No, No, No, Av…
$ bsmt_fin_type1 <fct> GLQ, ALQ, GLQ, ALQ, GLQ, GLQ, GLQ, ALQ, Unf, GLQ, Rec,…
$ bsmt_fin_sf1 <dbl> 706, 978, 486, 216, 655, 732, 1369, 859, 0, 851, 906, …
$ bsmt_fin_type2 <fct> Unf, Unf, Unf, Unf, Unf, Unf, Unf, BLQ, Unf, Unf, Unf,…
$ bsmt_fin_sf2 <dbl> 0, 0, 0, 0, 0, 0, 0, 32, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
$ bsmt_unf_sf <dbl> 150, 284, 434, 540, 490, 64, 317, 216, 952, 140, 134, …
$ total_bsmt_sf <dbl> 856, 1262, 920, 756, 1145, 796, 1686, 1107, 952, 991, …
$ heating_qc <fct> Ex, Ex, Ex, Gd, Ex, Ex, Ex, Ex, Gd, Ex, Ex, Ex, TA, Ex…
$ central_air <fct> Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, …
$ x1st_flr_sf <dbl> 856, 1262, 920, 961, 1145, 796, 1694, 1107, 1022, 1077…
$ x2nd_flr_sf <dbl> 854, 0, 866, 756, 1053, 566, 0, 983, 752, 0, 0, 1142, …
$ low_qual_fin_sf <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ gr_liv_area <dbl> 1710, 1262, 1786, 1717, 2198, 1362, 1694, 2090, 1774, …
$ bsmt_full_bath <dbl> 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, …
$ bsmt_half_bath <dbl> 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ full_bath <dbl> 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 3, 1, 2, 1, 1, 1, 2, …
$ half_bath <dbl> 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, …
$ bedroom_abv_gr <dbl> 3, 3, 3, 3, 4, 1, 3, 3, 2, 2, 3, 4, 2, 3, 2, 2, 2, 2, …
$ kitchen_abv_gr <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, …
$ kitchen_qual <fct> Gd, TA, Gd, Gd, Gd, TA, Gd, TA, TA, TA, TA, Ex, TA, Gd…
$ tot_rms_abv_grd <dbl> 8, 6, 6, 7, 9, 5, 7, 7, 8, 5, 5, 11, 4, 7, 5, 5, 5, 6,…
$ fireplaces <dbl> 0, 1, 1, 1, 1, 0, 1, 2, 2, 2, 0, 2, 0, 1, 1, 0, 1, 0, …
$ garage_type <fct> Attchd, Attchd, Attchd, Detchd, Attchd, Attchd, Attchd…
$ garage_yr_blt <dbl> 2003, 1976, 2001, 1998, 2000, 1993, 2004, 1973, 1931, …
$ garage_finish <fct> RFn, RFn, RFn, Unf, RFn, Unf, RFn, RFn, Unf, RFn, Unf,…
$ garage_cars <dbl> 2, 2, 2, 3, 3, 2, 2, 2, 2, 1, 1, 3, 1, 3, 1, 2, 2, 2, …
$ garage_area <dbl> 548, 460, 608, 642, 836, 480, 636, 484, 468, 205, 384,…
$ garage_qual <fct> TA, TA, TA, TA, TA, TA, TA, TA, Fa, Gd, TA, TA, TA, TA…
$ garage_cond <fct> TA, TA, TA, TA, TA, TA, TA, TA, TA, TA, TA, TA, TA, TA…
$ paved_drive <fct> Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, …
$ wood_deck_sf <dbl> 0, 298, 0, 0, 192, 40, 255, 235, 90, 0, 0, 147, 140, 1…
$ open_porch_sf <dbl> 61, 0, 42, 35, 84, 30, 57, 204, 0, 4, 0, 21, 0, 33, 21…
$ enclosed_porch <dbl> 0, 0, 0, 272, 0, 0, 0, 228, 205, 0, 0, 0, 0, 0, 176, 0…
$ x3ssn_porch <dbl> 0, 0, 0, 0, 0, 320, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
$ screen_porch <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 176, 0, 0, 0, 0, 0…
$ pool_area <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
$ misc_val <dbl> 0, 0, 0, 0, 0, 700, 0, 350, 0, 0, 0, 0, 0, 0, 0, 0, 70…
$ mo_sold <dbl> 2, 5, 9, 2, 12, 10, 8, 11, 4, 1, 2, 7, 9, 8, 5, 7, 3, …
$ yr_sold <dbl> 2008, 2007, 2008, 2006, 2008, 2009, 2007, 2009, 2008, …
$ sale_type <fct> WD, WD, WD, WD, WD, WD, WD, WD, WD, WD, WD, New, WD, N…
$ sale_condition <fct> Normal, Normal, Normal, Abnorml, Normal, Normal, Norma…
$ sale_price <dbl> 208500, 181500, 223500, 140000, 250000, 143000, 307000…